Enveil, the pioneering Privacy Enhancing Technology company protecting Data in Use, announced it has been named in the 2025 Gartner “Market Guide for AI Trust, Risk and Security Management.”
The Guide identifies Enveil as a provider of Privacy Enhancing Technologies, specifically mentioning the company’s use of homomorphic encryption.
Demand for AI TRiSM solutions
Enveil’s abilities support enterprise AI/ML efforts by enabling encrypted federated learning
Included in the report’s Information Governance section, the reference acknowledges the relevance of Privacy Enhancing Technologies in the context of AI Trust, Risk and Security Management (TRiSM): “Privacy-enhancing technologies (PET) are a collection of tools that help protect data in use, such as during model training, fine tuning, inference on obfuscated data, or federated model execution across entities that might not want to share data while information exchange remains a deliberate purpose. PETs can be applied in several layers of the AI TRiSM stack.”
Leveraging the power of Privacy Enhancing Technologies (PETs), Enveil’s capabilities strengthen enterprise AI/ML efforts by enabling encrypted federated learning and the secure usage of disparate, decentralised datasets for machine learning applications. As the Market Guide recognises, demand for AI TRiSM solutions is increasing as AI projects are operationalised.
Broader AI TRiSM market
“While AI capabilities are increasingly critical for many organisations, it is essential that data and analytic pioneers prioritise security and privacy when implementing these workflows,” said Ellison Anne Williams, Founder and CEO of Enveil.
“We are proud our solutions serve to address this need by validating the impact Privacy Enhancing Technologies can have in advancing efforts in the broader AI TRiSM market, especially for enabling the secure use of cross-silo and cross-boundary data assets.”
ZeroReveal® Machine Learning solutions
Enveil’s ZeroReveal® Machine Learning solutions for Encrypted Training and Encrypted Evaluation
Enveil’s ZeroReveal® Machine Learning solutions for Encrypted Training and Encrypted Evaluation allow organisations to privately and securely leverage a broader, richer collection of data sources through the utilisation of PETs.
The company was selected to advance the security and operationalisation of machine learning in a multi-domain environment in support of Project Linchpin, a U.S. Army initiative focused on delivering a trusted AI/ML operations pipeline.
ZeroReveal® software
At its core, Enveil’s award-winning ZeroReveal® software changes the paradigm of how and where organisations can leverage data to unlock value by ensuring that the content of the search, analytic, or machine learning model — and its corresponding results — are never exposed.
The capabilities are deployed and operational at scale now, validating the mission and business-enabling value of PETs.
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